User Guide

This guide provides comprehensive information on how to use Malevich Brain effectively.

• Working with Agents
  • Creating an Agent
  • Agent Configuration
  • Running the Agent
  • Handling Agent Output
  • Agent Execution Flow
• Working with Tools
  • Creating Tools
  • Custom Tool Names and Descriptions
  • Using Pydantic Models for Input/Output
  • Asynchronous Tools
  • Stateful Tools
  • How Tools Are Used by Agents
  • Tool Error Handling
• Working with LLMs
  • Available LLM Implementations
  • Using the OpenAI LLM
  • Customizing LLM Parameters
  • Streaming Responses
  • Implementing a Custom LLM
  • Working with Files
• Using Callbacks
  • Callback System Architecture
  • Creating Callbacks
  • Callback Function Parameters
  • Event Types
  • Event Matching Rules
  • Using Callbacks with Agents
  • Synchronous vs. Asynchronous Callbacks
  • Streaming Content with Callbacks
  • Working with the CallbackStream
  • Practical Use Cases
  • Advanced Callback Patterns
  • Best Practices
  • Callback Implementation Internals
• Advanced Topics
  • Tool Composition
  • Specialized Input/Output Types
  • Error Handling Strategies
  • Testing Agents and Tools
  • Working with Multiple Tools
  • Performance Considerations